THE CORE PROBLEM WITHIN A LINEAR APPROXIMATION PROBLEM AX ≈ B WITH MULTIPLE RIGHT-HAND SIDES

被引:13
作者
Hnetynkova, Iveta [1 ,2 ]
Plesinger, Martin [2 ,3 ]
Strakos, Zdenek [1 ]
机构
[1] Charles Univ Prague, Fac Math & Phys, Prague, Czech Republic
[2] AS CR, Inst Comp Sci, Prague, Czech Republic
[3] Tech Univ Liberec, Dept Math, Liberec, Czech Republic
关键词
total least squares problem; multiple right-hand sides; core problem; linear approximation problem; error-in-variables modeling; orthogonal regression; singular value decomposition; TOTAL LEAST-SQUARES;
D O I
10.1137/120884237
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper focuses on total least squares (TLS) problems AX approximate to B with multiple right-hand sides. Existence and uniqueness of a TLS solution for such problems was analyzed in the paper [I. Hnetynkova et al., SIAM J. Matrix Anal. Appl., 32, 2011, pp. 748-770]. For TLS problems with single right-hand sides the paper [C. C. Paige and Z. Strakos, SIAM J. Matrix Anal. Appl., 27, 2006, pp. 861-875] showed how necessary and sufficient information for solving Ax approximate to b can be revealed from the original data through the so-called core problem concept. In this paper we present a theoretical study extending this concept to problems with multiple right-hand sides. The data reduction we present here is based on the singular value decomposition of the system matrix A. We show minimality of the reduced problem; in this sense the situation is analogous to the single right-hand side case. Some other properties of the core problem, however, cannot be extended to the case of multiple right-hand sides.
引用
收藏
页码:917 / 931
页数:15
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